{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x862.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from finta import TA\n",
    "import mplfinance as mpf\n",
    "from pandas_datareader import data as web\n",
    "\n",
    "# Get the data from remote source\n",
    "data = web.DataReader('^SPX', 'stooq')\n",
    "# Finta likes lowercase\n",
    "data.columns = [\"open\", \"high\", \"low\", \"close\", \"volume\"]\n",
    "\n",
    "# calc bol band\n",
    "bbands = TA.BBANDS(data, 30)\n",
    "\n",
    "# cherry pick what to show on the chart\n",
    "bands_plot = pd.concat([bbands.BB_UPPER, bbands.BB_LOWER], axis=1)\n",
    "\n",
    "apd = mpf.make_addplot(bands_plot.tail(300))\n",
    "\n",
    "mpf.plot(data.tail(300), type='candle', style='charles',\n",
    "        title='SPX BBANDS(30)',\n",
    "        ylabel='Price (USD)',\n",
    "        ylabel_lower='Volume',\n",
    "        volume=True,\n",
    "        figscale=1.5,\n",
    "        addplot=apd\n",
    "        )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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